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SafetyGraph

546,891 industrial incident records in one API

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This is 1 of 72 launches in AI testing harnesses and safety tools — see how it stacks up on momentum and crowding →

48 other launches read as similar to this one →

Details

External ID
1274205
Source
PH
Company
—
Product
SafetyGraph
Website domain
producthunt.com
Launched
Oct. 9, 2026
Cohort
—
Upvotes
1
Upvotes percentile
0.3259180348414588
Tags
API, SaaS, Developer Tools
Fetched at
Oct. 9, 2026, 5:01 p.m.
Updated at
Oct. 9, 2026, 5:01 p.m.

Description

SafetyGraph normalizes 546,891 official MSHA, OSHA and UK HSE incident records into one causal dataset — hazard, equipment, activity, consequence — behind a tested API, with benchmark briefs and a one-command Docker install.

Enrichment

Niche
AI testing harnesses and safety tools
Vertical
Manufacturing
Function
Data infrastructure
Audience
Developer
AI stance
Not AI
Project type
Commercial product
Normalized one-liner
api for industrial incident records
Manually corrected
False

Could you build this?

Partial Exposing an API in Docker is easy, but extracting, cleaning, harmonizing, and structuring over 500,000 regulatory records across diverse international safety agency databases is an intense data engineering task.

What it would actually take: The core effort lies in data engineering: web scraping historical MSHA, OSHA, and UK HSE databases, handling heterogeneous legacy schemas, and using NLP/NER to normalize hazard classifications, equipment types, and causal chains into an ontologically consistent knowledge graph. The backend itself can be standard FastAPI/PostgreSQL with vector/full-text search, but assembling and validating the underlying dataset requires substantial data munging and safety domain knowledge.

Competitors

Other products that read as similar to this one — 48 launches clear the similarity bar, closest 8 shown.

Attention rank: #20 of 49 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 295 days after the earliest competitor.

Other launches for this product